Dataset statistics
| Number of variables | 46 |
|---|---|
| Number of observations | 548127 |
| Missing cells | 2559845 |
| Missing cells (%) | 10.2% |
| Duplicate rows | 4866 |
| Duplicate rows (%) | 0.9% |
| Total size in memory | 192.4 MiB |
| Average record size in memory | 368.0 B |
Variable types
| CAT | 24 |
|---|---|
| NUM | 22 |
| Dataset has 4866 (0.9%) duplicate rows | Duplicates |
UNIDADE_FEDERATIVA_CURSO is highly correlated with MUNICIPIO_CURSO and 1 other fields | High correlation |
MUNICIPIO_CURSO is highly correlated with UNIDADE_FEDERATIVA_CURSO and 1 other fields | High correlation |
REGIAO_CURSO is highly correlated with MUNICIPIO_CURSO and 1 other fields | High correlation |
ESTADO_CIVIL_ESTUDANTE has 62619 (11.4%) missing values | Missing |
COR_RACA_ESTUDANTE has 62618 (11.4%) missing values | Missing |
ESCOLARIDADE_PAI_ESTUDANTE has 62618 (11.4%) missing values | Missing |
ESCOLARIDADE_MAE_ESTUDANTE has 62618 (11.4%) missing values | Missing |
RESIDENCIA_ESTUDANTE has 62618 (11.4%) missing values | Missing |
COMPANHIA_RESIDENCIA_ESTUDANTE has 62618 (11.4%) missing values | Missing |
RENDA_FAMILIA_ESTUDANTE has 62618 (11.4%) missing values | Missing |
SITUACAO_FINANCEIRA_ESTUDANTE has 62618 (11.4%) missing values | Missing |
SITUACAO_TRABALHO_ESTUDANTE has 62618 (11.4%) missing values | Missing |
BOLSA_ESTUDO_ESTUDANTE has 62618 (11.4%) missing values | Missing |
AUXILIO_PERMANENCIA_ESTUDANTE has 62618 (11.4%) missing values | Missing |
BOLSA_ACADEMICA_ESTUDANTE has 62618 (11.4%) missing values | Missing |
ACAO_AFIRMATIVA_ESTUDANTE has 62618 (11.4%) missing values | Missing |
UNIDADE_FEDERATIVA_ESC_ENS_MEDIO has 62618 (11.4%) missing values | Missing |
CATEGORIA_ESCOLA_ENS_MEDIO has 62618 (11.4%) missing values | Missing |
MODALIDADE_ENS_MEDIO has 62618 (11.4%) missing values | Missing |
INCENTIVO_CURSO has 62618 (11.4%) missing values | Missing |
APOIO_DIFICULDADES_ESTUDANTE has 62618 (11.4%) missing values | Missing |
CURSO_SUPERIOR_FAMILIA has 62618 (11.4%) missing values | Missing |
HORAS_ESTUDO_SEMANA_ESTUDANTE has 62618 (11.4%) missing values | Missing |
MOTIVO_ESCOLHA_CURSO has 62618 (11.4%) missing values | Missing |
MOTIVO_ESCOLHA_IES has 310878 (56.7%) missing values | Missing |
RELACAO_PROFESSOR_ALUNO has 69537 (12.7%) missing values | Missing |
DEDICACAO_ESTUDOS has 65972 (12.0%) missing values | Missing |
UTILIZACAO_TICS has 77333 (14.1%) missing values | Missing |
QTDE_FUNCIONARIOS_IES has 74628 (13.6%) missing values | Missing |
PESSOAL_APOIO_IES has 94765 (17.3%) missing values | Missing |
INFRAESTRUTURA_SALAS_IES has 73402 (13.4%) missing values | Missing |
RECURSOS_AULAS_PRATICAS has 103707 (18.9%) missing values | Missing |
LOCAIS_AULAS_PRATICAS has 110692 (20.2%) missing values | Missing |
RECURSOS_BIBLIOTECA_IES has 80579 (14.7%) missing values | Missing |
BIBLIOTECA_VIRTUAL has 103082 (18.8%) missing values | Missing |
INFRAESTRUTURA_GERAL_IES has 80283 (14.6%) missing values | Missing |
ANO_CONCLUSAO_ENS_MEDIO is highly skewed (γ1 = -81.20663221) | Skewed |
Reproduction
| Analysis started | 2020-10-06 09:44:49.043377 |
|---|---|
| Analysis finished | 2020-10-06 09:52:59.784036 |
| Duration | 8 minutes and 10.74 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
CODIGO_IES
Real number (ℝ≥0)
| Distinct | 1762 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1505.26814 |
|---|---|
| Minimum | 1 |
| Maximum | 23410 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 322 |
| median | 670 |
| Q3 | 1561 |
| 95-th percentile | 4724 |
| Maximum | 23410 |
| Range | 23409 |
| Interquartile range (IQR) | 1239 |
Descriptive statistics
| Standard deviation | 2531.483186 |
|---|---|
| Coefficient of variation (CV) | 1.681748997 |
| Kurtosis | 22.5547673 |
| Mean | 1505.26814 |
| Median Absolute Deviation (MAD) | 507 |
| Skewness | 4.405747281 |
| Sum | 825078110 |
| Variance | 6408407.121 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 163 | 24707 | 4.5% | |
| 322 | 23310 | 4.3% | |
| 298 | 18304 | 3.3% | |
| 1491 | 11444 | 2.1% | |
| 316 | 9584 | 1.7% | |
| 1472 | 8346 | 1.5% | |
| 374 | 5625 | 1.0% | |
| 466 | 5494 | 1.0% | |
| 1107 | 4640 | 0.8% | |
| 338 | 4603 | 0.8% | |
| Other values (1752) | 432070 | 78.8% |
| Value | Count | Frequency (%) | |
| 1 | 623 | 0.1% | |
| 2 | 1854 | 0.3% | |
| 3 | 1155 | 0.2% | |
| 4 | 792 | 0.1% | |
| 5 | 1476 | 0.3% |
| Value | Count | Frequency (%) | |
| 23410 | 154 | < 0.1% | |
| 20478 | 31 | < 0.1% | |
| 19863 | 21 | < 0.1% | |
| 19862 | 19 | < 0.1% | |
| 19861 | 19 | < 0.1% |
CATEGORIA_ADMINISTRATIVA_IES
Real number (ℝ≥0)
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7959.837047 |
|---|---|
| Minimum | 93 |
| Maximum | 17634 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 93 |
|---|---|
| 5-th percentile | 118 |
| Q1 | 10002 |
| median | 10005 |
| Q3 | 10007 |
| 95-th percentile | 10008 |
| Maximum | 17634 |
| Range | 17541 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4030.07443 |
|---|---|
| Coefficient of variation (CV) | 0.5063011222 |
| Kurtosis | 0.08510810706 |
| Mean | 7959.837047 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -1.409236876 |
| Sum | 4363001601 |
| Variance | 16241499.91 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) | |
| 10005 | 221515 | 40.4% | |
| 10008 | 127385 | 23.2% | |
| 118 | 68503 | 12.5% | |
| 10002 | 42131 | 7.7% | |
| 121 | 24608 | 4.5% | |
| 10007 | 16979 | 3.1% | |
| 10001 | 15101 | 2.8% | |
| 115 | 9883 | 1.8% | |
| 10003 | 6340 | 1.2% | |
| 93 | 6023 | 1.1% | |
| Other values (5) | 9659 | 1.8% |
| Value | Count | Frequency (%) | |
| 93 | 6023 | 1.1% | |
| 115 | 9883 | 1.8% | |
| 116 | 1899 | 0.3% | |
| 118 | 68503 | 12.5% | |
| 120 | 3104 | 0.6% |
| Value | Count | Frequency (%) | |
| 17634 | 811 | 0.1% | |
| 10009 | 1032 | 0.2% | |
| 10008 | 127385 | 23.2% | |
| 10007 | 16979 | 3.1% | |
| 10006 | 2813 | 0.5% |
ORGANIZACAO_ACADEMICA_IES
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10024.39377 |
|---|---|
| Minimum | 10019 |
| Maximum | 10028 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 10019 |
|---|---|
| 5-th percentile | 10020 |
| Q1 | 10022 |
| median | 10022 |
| Q3 | 10028 |
| 95-th percentile | 10028 |
| Maximum | 10028 |
| Range | 9 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.530984724 |
|---|---|
| Coefficient of variation (CV) | 0.000352239228 |
| Kurtosis | -1.84093406 |
| Mean | 10024.39377 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.04734146256 |
| Sum | 5494640885 |
| Variance | 12.46785312 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 10028 | 260521 | 47.5% | |
| 10022 | 150486 | 27.5% | |
| 10020 | 133060 | 24.3% | |
| 10026 | 3895 | 0.7% | |
| 10019 | 165 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10019 | 165 | < 0.1% | |
| 10020 | 133060 | 24.3% | |
| 10022 | 150486 | 27.5% | |
| 10026 | 3895 | 0.7% | |
| 10028 | 260521 | 47.5% |
| Value | Count | Frequency (%) | |
| 10028 | 260521 | 47.5% | |
| 10026 | 3895 | 0.7% | |
| 10022 | 150486 | 27.5% | |
| 10020 | 133060 | 24.3% | |
| 10019 | 165 | < 0.1% |
CODIGO_CURSO
Real number (ℝ≥0)
| Distinct | 8813 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 330678.3843 |
|---|---|
| Minimum | 1 |
| Maximum | 5001389 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5275 |
| Q1 | 20762 |
| median | 77713 |
| Q3 | 116140 |
| 95-th percentile | 1268886 |
| Maximum | 5001389 |
| Range | 5001388 |
| Interquartile range (IQR) | 95378 |
Descriptive statistics
| Standard deviation | 689785.4159 |
|---|---|
| Coefficient of variation (CV) | 2.085970685 |
| Kurtosis | 24.06280309 |
| Mean | 330678.3843 |
| Median Absolute Deviation (MAD) | 45831 |
| Skewness | 4.245994273 |
| Sum | 1.812537507e+11 |
| Variance | 4.7580392e+11 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 97980 | 7897 | 1.4% | |
| 97990 | 4700 | 0.9% | |
| 97982 | 4584 | 0.8% | |
| 121297 | 3608 | 0.7% | |
| 111720 | 2727 | 0.5% | |
| 121093 | 2670 | 0.5% | |
| 100326 | 2452 | 0.4% | |
| 7940 | 2010 | 0.4% | |
| 1185928 | 1809 | 0.3% | |
| 100296 | 1773 | 0.3% | |
| Other values (8803) | 513897 | 93.8% |
| Value | Count | Frequency (%) | |
| 1 | 82 | < 0.1% | |
| 2 | 29 | < 0.1% | |
| 7 | 32 | < 0.1% | |
| 8 | 75 | < 0.1% | |
| 13 | 122 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5001389 | 24 | < 0.1% | |
| 5001384 | 279 | 0.1% | |
| 5001382 | 17 | < 0.1% | |
| 5001380 | 19 | < 0.1% | |
| 5001379 | 11 | < 0.1% |
MODALIDADE_CURSO
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
| 1 | |
|---|---|
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 451200 | 82.3% | |
| 2 | 96927 | 17.7% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 761 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3465789.662 |
|---|---|
| Minimum | 1100023 |
| Maximum | 5300108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1100023 |
|---|---|
| 5-th percentile | 1721000 |
| Q1 | 3106200 |
| median | 3530607 |
| Q3 | 4113205 |
| 95-th percentile | 5201108 |
| Maximum | 5300108 |
| Range | 4200085 |
| Interquartile range (IQR) | 1007005 |
Descriptive statistics
| Standard deviation | 870451.4364 |
|---|---|
| Coefficient of variation (CV) | 0.2511552983 |
| Kurtosis | 0.3602177502 |
| Mean | 3465789.662 |
| Median Absolute Deviation (MAD) | 576295 |
| Skewness | -0.1925554517 |
| Sum | 1.89969289e+12 |
| Variance | 7.576857031e+11 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3550308 | 67089 | 12.2% | |
| 3304557 | 35446 | 6.5% | |
| 4106902 | 22681 | 4.1% | |
| 4113700 | 20479 | 3.7% | |
| 3106200 | 15362 | 2.8% | |
| 2304400 | 13656 | 2.5% | |
| 5300108 | 13242 | 2.4% | |
| 2927408 | 12029 | 2.2% | |
| 2611606 | 9805 | 1.8% | |
| 4207502 | 8346 | 1.5% | |
| Other values (751) | 329992 | 60.2% |
| Value | Count | Frequency (%) | |
| 1100023 | 162 | < 0.1% | |
| 1100049 | 489 | 0.1% | |
| 1100106 | 26 | < 0.1% | |
| 1100114 | 50 | < 0.1% | |
| 1100122 | 403 | 0.1% |
| Value | Count | Frequency (%) | |
| 5300108 | 13242 | 2.4% | |
| 5221858 | 104 | < 0.1% | |
| 5221601 | 45 | < 0.1% | |
| 5221403 | 147 | < 0.1% | |
| 5220603 | 26 | < 0.1% |
| Distinct | 27 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.47283932 |
|---|---|
| Minimum | 11 |
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 31 |
| median | 35 |
| Q3 | 41 |
| 95-th percentile | 52 |
| Maximum | 53 |
| Range | 42 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.702385907 |
|---|---|
| Coefficient of variation (CV) | 0.2524418086 |
| Kurtosis | 0.3482478355 |
| Mean | 34.47283932 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.1508003737 |
| Sum | 18895494 |
| Variance | 75.73152048 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) | |
| 35 | 141641 | 25.8% | |
| 41 | 64928 | 11.8% | |
| 33 | 54626 | 10.0% | |
| 31 | 48607 | 8.9% | |
| 43 | 30769 | 5.6% | |
| 42 | 27502 | 5.0% | |
| 29 | 20910 | 3.8% | |
| 26 | 18835 | 3.4% | |
| 23 | 17552 | 3.2% | |
| 52 | 15135 | 2.8% | |
| Other values (17) | 107622 | 19.6% |
| Value | Count | Frequency (%) | |
| 11 | 3058 | 0.6% | |
| 12 | 1292 | 0.2% | |
| 13 | 8446 | 1.5% | |
| 14 | 1406 | 0.3% | |
| 15 | 8260 | 1.5% |
| Value | Count | Frequency (%) | |
| 53 | 13242 | 2.4% | |
| 52 | 15135 | 2.8% | |
| 51 | 7536 | 1.4% | |
| 50 | 9291 | 1.7% | |
| 43 | 30769 | 5.6% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.107015345 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9623325594 |
|---|---|
| Coefficient of variation (CV) | 0.3097289368 |
| Kurtosis | -0.1275607103 |
| Mean | 3.107015345 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.003013031627 |
| Sum | 1703039 |
| Variance | 0.926083955 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 3 | 252237 | 46.0% | |
| 4 | 123199 | 22.5% | |
| 2 | 100025 | 18.2% | |
| 5 | 45204 | 8.2% | |
| 1 | 27462 | 5.0% |
| Value | Count | Frequency (%) | |
| 1 | 27462 | 5.0% | |
| 2 | 100025 | 18.2% | |
| 3 | 252237 | 46.0% | |
| 4 | 123199 | 22.5% | |
| 5 | 45204 | 8.2% |
| Value | Count | Frequency (%) | |
| 5 | 45204 | 8.2% | |
| 4 | 123199 | 22.5% | |
| 3 | 252237 | 46.0% | |
| 2 | 100025 | 18.2% | |
| 1 | 27462 | 5.0% |
IDADE_ESTUDANTE
Real number (ℝ≥0)
| Distinct | 74 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.35259164 |
|---|---|
| Minimum | 4 |
| Maximum | 94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 23 |
| median | 26 |
| Q3 | 33 |
| 95-th percentile | 47 |
| Maximum | 94 |
| Range | 90 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.233140096 |
|---|---|
| Coefficient of variation (CV) | 0.2804910788 |
| Kurtosis | 2.319087268 |
| Mean | 29.35259164 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.515580824 |
| Sum | 16088948 |
| Variance | 67.78459583 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 23 | 66860 | 12.2% | |
| 22 | 54070 | 9.9% | |
| 24 | 53730 | 9.8% | |
| 25 | 40776 | 7.4% | |
| 26 | 32518 | 5.9% | |
| 27 | 27884 | 5.1% | |
| 28 | 23957 | 4.4% | |
| 29 | 21230 | 3.9% | |
| 21 | 20690 | 3.8% | |
| 30 | 19640 | 3.6% | |
| Other values (64) | 186772 | 34.1% |
| Value | Count | Frequency (%) | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 94 | 2 | < 0.1% | |
| 86 | 1 | < 0.1% | |
| 85 | 1 | < 0.1% | |
| 83 | 4 | < 0.1% | |
| 81 | 3 | < 0.1% |
SEXO_ESTUDANTE
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
| F | |
|---|---|
| M |
| Value | Count | Frequency (%) | |
| F | 325579 | 59.4% | |
| M | 222548 | 40.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 104 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2008.260728 |
|---|---|
| Minimum | 0 |
| Maximum | 2686 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1995 |
| Q1 | 2006 |
| median | 2011 |
| Q3 | 2013 |
| 95-th percentile | 2014 |
| Maximum | 2686 |
| Range | 2686 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 9.758839083 |
|---|---|
| Coefficient of variation (CV) | 0.004859348663 |
| Kurtosis | 14866.96602 |
| Mean | 2008.260728 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -81.20663221 |
| Sum | 1100781928 |
| Variance | 95.23494024 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2013 | 94441 | 17.2% | |
| 2012 | 63237 | 11.5% | |
| 2014 | 54651 | 10.0% | |
| 2011 | 42939 | 7.8% | |
| 2010 | 38431 | 7.0% | |
| 2009 | 28235 | 5.2% | |
| 2008 | 24323 | 4.4% | |
| 2007 | 20401 | 3.7% | |
| 2006 | 18252 | 3.3% | |
| 2005 | 16605 | 3.0% | |
| Other values (94) | 146612 | 26.7% |
| Value | Count | Frequency (%) | |
| 0 | 4 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1012 | 2 | < 0.1% | |
| 1013 | 2 | < 0.1% | |
| 1092 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2686 | 1 | < 0.1% | |
| 2535 | 1 | < 0.1% | |
| 2222 | 1 | < 0.1% | |
| 2208 | 1 | < 0.1% | |
| 2207 | 1 | < 0.1% |
ANO_INICIO_GRADUACAO
Real number (ℝ≥0)
| Distinct | 45 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2014.307055 |
|---|---|
| Minimum | 1973 |
| Maximum | 2099 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1973 |
|---|---|
| 5-th percentile | 2011 |
| Q1 | 2014 |
| median | 2014 |
| Q3 | 2015 |
| 95-th percentile | 2017 |
| Maximum | 2099 |
| Range | 126 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.99369831 |
|---|---|
| Coefficient of variation (CV) | 0.0009897688165 |
| Kurtosis | 51.01611843 |
| Mean | 2014.307055 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.12133642 |
| Sum | 1104088026 |
| Variance | 3.974832951 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) | |
| 2014 | 170707 | 31.1% | |
| 2015 | 153751 | 28.1% | |
| 2017 | 56061 | 10.2% | |
| 2013 | 55599 | 10.1% | |
| 2016 | 44442 | 8.1% | |
| 2012 | 24895 | 4.5% | |
| 2011 | 13502 | 2.5% | |
| 2018 | 7888 | 1.4% | |
| 2010 | 7642 | 1.4% | |
| 2009 | 4542 | 0.8% | |
| Other values (35) | 9094 | 1.7% |
| Value | Count | Frequency (%) | |
| 1973 | 1 | < 0.1% | |
| 1978 | 2 | < 0.1% | |
| 1979 | 1 | < 0.1% | |
| 1982 | 1 | < 0.1% | |
| 1983 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2099 | 3 | < 0.1% | |
| 2098 | 2 | < 0.1% | |
| 2097 | 1 | < 0.1% | |
| 2093 | 1 | < 0.1% | |
| 2022 | 1 | < 0.1% |
TURNO_CURSO
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4 |
| Missing (%) | < 0.1% |
| Memory size | 4.2 MiB |
| 4 | |
|---|---|
| 1 | |
| 3 | |
| 2 | 16372 |
| Value | Count | Frequency (%) | |
| 4 | 392803 | 71.7% | |
| 1 | 91041 | 16.6% | |
| 3 | 47907 | 8.7% | |
| 2 | 16372 | 3.0% | |
| (Missing) | 4 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62619 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| A | |
|---|---|
| B | |
| E | 16893 |
| C | 16006 |
| D | 1497 |
| Value | Count | Frequency (%) | |
| A | 343819 | 62.7% | |
| B | 107293 | 19.6% | |
| E | 16893 | 3.1% | |
| C | 16006 | 2.9% | |
| D | 1497 | 0.3% | |
| (Missing) | 62619 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228483545 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| A | |
|---|---|
| D | |
| B | |
| C | 11503 |
| F | 9059 |
| Value | Count | Frequency (%) | |
| A | 261439 | 47.7% | |
| D | 157961 | 28.8% | |
| B | 44068 | 8.0% | |
| C | 11503 | 2.1% | |
| F | 9059 | 1.7% | |
| E | 1479 | 0.3% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| D | |
|---|---|
| B | |
| C | |
| E | |
| A |
| Value | Count | Frequency (%) | |
| D | 150085 | 27.4% | |
| B | 131096 | 23.9% | |
| C | 74507 | 13.6% | |
| E | 66575 | 12.1% | |
| A | 39995 | 7.3% | |
| F | 23251 | 4.2% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| D | |
|---|---|
| B | |
| C | |
| E | |
| F |
| Value | Count | Frequency (%) | |
| D | 160920 | 29.4% | |
| B | 111494 | 20.3% | |
| C | 75271 | 13.7% | |
| E | 69706 | 12.7% | |
| F | 38458 | 7.0% | |
| A | 29660 | 5.4% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | 19538 |
| F | 2566 |
| Value | Count | Frequency (%) | |
| B | 265862 | 48.5% | |
| C | 145562 | 26.6% | |
| A | 51280 | 9.4% | |
| D | 19538 | 3.6% | |
| F | 2566 | 0.5% | |
| E | 701 | 0.1% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| D | |
|---|---|
| C | |
| B | |
| E | |
| A | |
| Other values (3) |
| Value | Count | Frequency (%) | |
| D | 117356 | 21.4% | |
| C | 115905 | 21.1% | |
| B | 83534 | 15.2% | |
| E | 64896 | 11.8% | |
| A | 60440 | 11.0% | |
| F | 26845 | 4.9% | |
| G | 9670 | 1.8% | |
| H | 6863 | 1.3% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| B | |
|---|---|
| C | |
| A | |
| E | |
| D | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| B | 133511 | 24.4% | |
| C | 105378 | 19.2% | |
| A | 94125 | 17.2% | |
| E | 54970 | 10.0% | |
| D | 54436 | 9.9% | |
| F | 34996 | 6.4% | |
| G | 8093 | 1.5% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| C | |
|---|---|
| B | |
| E | |
| D | |
| F |
| Value | Count | Frequency (%) | |
| C | 133967 | 24.4% | |
| B | 106041 | 19.3% | |
| E | 100929 | 18.4% | |
| D | 60712 | 11.1% | |
| F | 46702 | 8.5% | |
| A | 37158 | 6.8% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| E | |
|---|---|
| A | |
| D | |
| B | |
| C |
| Value | Count | Frequency (%) | |
| E | 208019 | 38.0% | |
| A | 167915 | 30.6% | |
| D | 54180 | 9.9% | |
| B | 28634 | 5.2% | |
| C | 26761 | 4.9% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| B | |
|---|---|
| E | |
| A | |
| H | |
| C | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| B | 176061 | 32.1% | |
| E | 89113 | 16.3% | |
| A | 76035 | 13.9% | |
| H | 45518 | 8.3% | |
| C | 42369 | 7.7% | |
| I | 16000 | 2.9% | |
| G | 13116 | 2.4% | |
| D | 10605 | 1.9% | |
| J | 8518 | 1.6% | |
| F | 5492 | 1.0% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| A | |
|---|---|
| F | 7224 |
| E | 4002 |
| C | 3467 |
| D | 1634 |
| Value | Count | Frequency (%) | |
| A | 467694 | 85.3% | |
| F | 7224 | 1.3% | |
| E | 4002 | 0.7% | |
| C | 3467 | 0.6% | |
| D | 1634 | 0.3% | |
| B | 1488 | 0.3% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| A | |
|---|---|
| F | 32030 |
| B | 10360 |
| D | 6839 |
| C | 6379 |
| Value | Count | Frequency (%) | |
| A | 428875 | 78.2% | |
| F | 32030 | 5.8% | |
| B | 10360 | 1.9% | |
| D | 6839 | 1.2% | |
| C | 6379 | 1.2% | |
| E | 1026 | 0.2% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| A | |
|---|---|
| C | 35502 |
| D | 32602 |
| E | 21877 |
| F | 8547 |
| Value | Count | Frequency (%) | |
| A | 380154 | 69.4% | |
| C | 35502 | 6.5% | |
| D | 32602 | 5.9% | |
| E | 21877 | 4.0% | |
| F | 8547 | 1.6% | |
| B | 6827 | 1.2% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.12336126 |
|---|---|
| Minimum | 11 |
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 28 |
| median | 33 |
| Q3 | 41 |
| 95-th percentile | 52 |
| Maximum | 99 |
| Range | 88 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 10.4795781 |
|---|---|
| Coefficient of variation (CV) | 0.3163802736 |
| Kurtosis | 5.041989262 |
| Mean | 33.12336126 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.7439197439 |
| Sum | 16081690 |
| Variance | 109.8215571 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) | |
| 35 | 108073 | 19.7% | |
| 31 | 51055 | 9.3% | |
| 33 | 44785 | 8.2% | |
| 43 | 33612 | 6.1% | |
| 41 | 31576 | 5.8% | |
| 29 | 24286 | 4.4% | |
| 42 | 20706 | 3.8% | |
| 23 | 18283 | 3.3% | |
| 26 | 17600 | 3.2% | |
| 52 | 14975 | 2.7% | |
| Other values (18) | 120558 | 22.0% | |
| (Missing) | 62618 | 11.4% |
| Value | Count | Frequency (%) | |
| 11 | 4180 | 0.8% | |
| 12 | 13996 | 2.6% | |
| 13 | 8140 | 1.5% | |
| 14 | 1509 | 0.3% | |
| 15 | 12410 | 2.3% |
| Value | Count | Frequency (%) | |
| 99 | 1808 | 0.3% | |
| 53 | 10580 | 1.9% | |
| 52 | 14975 | 2.7% | |
| 51 | 7809 | 1.4% | |
| 50 | 5087 | 0.9% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| A | |
|---|---|
| B | |
| D | 24111 |
| E | 19358 |
| F | 1402 |
| Value | Count | Frequency (%) | |
| A | 325554 | 59.4% | |
| B | 114582 | 20.9% | |
| D | 24111 | 4.4% | |
| E | 19358 | 3.5% | |
| F | 1402 | 0.3% | |
| C | 502 | 0.1% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| A | |
|---|---|
| B | 39022 |
| D | 28972 |
| C | 8665 |
| E | 5055 |
| Value | Count | Frequency (%) | |
| A | 403795 | 73.7% | |
| B | 39022 | 7.1% | |
| D | 28972 | 5.3% | |
| C | 8665 | 1.6% | |
| E | 5055 | 0.9% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| B | |
|---|---|
| A | |
| C | |
| F | 26554 |
| G | 19289 |
| Other values (2) | 10663 |
| Value | Count | Frequency (%) | |
| B | 277569 | 50.6% | |
| A | 106312 | 19.4% | |
| C | 45122 | 8.2% | |
| F | 26554 | 4.8% | |
| G | 19289 | 3.5% | |
| D | 7788 | 1.4% | |
| E | 2875 | 0.5% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| C | |
|---|---|
| A | |
| G | |
| K | |
| B | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| C | 168985 | 30.8% | |
| A | 154153 | 28.1% | |
| G | 44797 | 8.2% | |
| K | 37173 | 6.8% | |
| B | 32156 | 5.9% | |
| H | 17183 | 3.1% | |
| E | 11470 | 2.1% | |
| J | 7634 | 1.4% | |
| D | 7248 | 1.3% | |
| F | 2553 | 0.5% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| A | |
|---|---|
| B |
| Value | Count | Frequency (%) | |
| A | 326682 | 59.6% | |
| B | 158827 | 29.0% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| B | |
|---|---|
| C | |
| D | |
| A | |
| E |
| Value | Count | Frequency (%) | |
| B | 228068 | 41.6% | |
| C | 132818 | 24.2% | |
| D | 46075 | 8.4% | |
| A | 42051 | 7.7% | |
| E | 36497 | 6.7% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62618 |
| Missing (%) | 11.4% |
| Memory size | 4.2 MiB |
| A | |
|---|---|
| E | |
| C | |
| H | |
| B | |
| Other values (3) |
| Value | Count | Frequency (%) | |
| A | 152334 | 27.8% | |
| E | 122432 | 22.3% | |
| C | 84547 | 15.4% | |
| H | 76052 | 13.9% | |
| B | 32200 | 5.9% | |
| F | 8340 | 1.5% | |
| D | 6517 | 1.2% | |
| G | 3087 | 0.6% | |
| (Missing) | 62618 | 11.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.228479896 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 310878 |
| Missing (%) | 56.7% |
| Memory size | 4.2 MiB |
| C | |
|---|---|
| B | |
| A | |
| E | |
| D |
| Value | Count | Frequency (%) | |
| C | 85612 | 15.6% | |
| B | 54149 | 9.9% | |
| A | 50449 | 9.2% | |
| E | 36088 | 6.6% | |
| D | 10951 | 2.0% | |
| (Missing) | 310878 | 56.7% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.134328358 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69537 |
| Missing (%) | 12.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.881763096 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.38294441 |
|---|---|
| Coefficient of variation (CV) | 0.2832878988 |
| Kurtosis | 1.061212836 |
| Mean | 4.881763096 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.32449217 |
| Sum | 2336363 |
| Variance | 1.912535241 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 216844 | 39.6% | |
| 5 | 119359 | 21.8% | |
| 4 | 72613 | 13.2% | |
| 3 | 32057 | 5.8% | |
| 1 | 23553 | 4.3% | |
| 2 | 14164 | 2.6% | |
| (Missing) | 69537 | 12.7% |
| Value | Count | Frequency (%) | |
| 1 | 23553 | 4.3% | |
| 2 | 14164 | 2.6% | |
| 3 | 32057 | 5.8% | |
| 4 | 72613 | 13.2% | |
| 5 | 119359 | 21.8% |
| Value | Count | Frequency (%) | |
| 6 | 216844 | 39.6% | |
| 5 | 119359 | 21.8% | |
| 4 | 72613 | 13.2% | |
| 3 | 32057 | 5.8% | |
| 2 | 14164 | 2.6% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 65972 |
| Missing (%) | 12.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.151567442 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.248727541 |
|---|---|
| Coefficient of variation (CV) | 0.2423975917 |
| Kurtosis | 2.803575009 |
| Mean | 5.151567442 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.774753181 |
| Sum | 2483854 |
| Variance | 1.559320472 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 265091 | 48.4% | |
| 5 | 116146 | 21.2% | |
| 4 | 53723 | 9.8% | |
| 3 | 21206 | 3.9% | |
| 1 | 17910 | 3.3% | |
| 2 | 8079 | 1.5% | |
| (Missing) | 65972 | 12.0% |
| Value | Count | Frequency (%) | |
| 1 | 17910 | 3.3% | |
| 2 | 8079 | 1.5% | |
| 3 | 21206 | 3.9% | |
| 4 | 53723 | 9.8% | |
| 5 | 116146 | 21.2% |
| Value | Count | Frequency (%) | |
| 6 | 265091 | 48.4% | |
| 5 | 116146 | 21.2% | |
| 4 | 53723 | 9.8% | |
| 3 | 21206 | 3.9% | |
| 2 | 8079 | 1.5% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 77333 |
| Missing (%) | 14.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.074497551 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.345642471 |
|---|---|
| Coefficient of variation (CV) | 0.2651774796 |
| Kurtosis | 1.918462088 |
| Mean | 5.074497551 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.616986227 |
| Sum | 2389043 |
| Variance | 1.810753659 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 258070 | 47.1% | |
| 5 | 101623 | 18.5% | |
| 4 | 53256 | 9.7% | |
| 3 | 24865 | 4.5% | |
| 1 | 21071 | 3.8% | |
| 2 | 11909 | 2.2% | |
| (Missing) | 77333 | 14.1% |
| Value | Count | Frequency (%) | |
| 1 | 21071 | 3.8% | |
| 2 | 11909 | 2.2% | |
| 3 | 24865 | 4.5% | |
| 4 | 53256 | 9.7% | |
| 5 | 101623 | 18.5% |
| Value | Count | Frequency (%) | |
| 6 | 258070 | 47.1% | |
| 5 | 101623 | 18.5% | |
| 4 | 53256 | 9.7% | |
| 3 | 24865 | 4.5% | |
| 2 | 11909 | 2.2% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 74628 |
| Missing (%) | 13.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.896219422 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.452627116 |
|---|---|
| Coefficient of variation (CV) | 0.2966834186 |
| Kurtosis | 0.9275266914 |
| Mean | 4.896219422 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.35411502 |
| Sum | 2318355 |
| Variance | 2.110125539 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 232761 | 42.5% | |
| 5 | 104818 | 19.1% | |
| 4 | 61046 | 11.1% | |
| 3 | 31468 | 5.7% | |
| 1 | 27701 | 5.1% | |
| 2 | 15705 | 2.9% | |
| (Missing) | 74628 | 13.6% |
| Value | Count | Frequency (%) | |
| 1 | 27701 | 5.1% | |
| 2 | 15705 | 2.9% | |
| 3 | 31468 | 5.7% | |
| 4 | 61046 | 11.1% | |
| 5 | 104818 | 19.1% |
| Value | Count | Frequency (%) | |
| 6 | 232761 | 42.5% | |
| 5 | 104818 | 19.1% | |
| 4 | 61046 | 11.1% | |
| 3 | 31468 | 5.7% | |
| 2 | 15705 | 2.9% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 94765 |
| Missing (%) | 17.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.688008699 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.603922272 |
|---|---|
| Coefficient of variation (CV) | 0.3421329555 |
| Kurtosis | 0.05117412575 |
| Mean | 4.688008699 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.103176389 |
| Sum | 2125365 |
| Variance | 2.572566653 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 205594 | 37.5% | |
| 5 | 92800 | 16.9% | |
| 4 | 60851 | 11.1% | |
| 1 | 38874 | 7.1% | |
| 3 | 35037 | 6.4% | |
| 2 | 20206 | 3.7% | |
| (Missing) | 94765 | 17.3% |
| Value | Count | Frequency (%) | |
| 1 | 38874 | 7.1% | |
| 2 | 20206 | 3.7% | |
| 3 | 35037 | 6.4% | |
| 4 | 60851 | 11.1% | |
| 5 | 92800 | 16.9% |
| Value | Count | Frequency (%) | |
| 6 | 205594 | 37.5% | |
| 5 | 92800 | 16.9% | |
| 4 | 60851 | 11.1% | |
| 3 | 35037 | 6.4% | |
| 2 | 20206 | 3.7% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 73402 |
| Missing (%) | 13.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.882359261 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4411343 |
|---|---|
| Coefficient of variation (CV) | 0.2951717034 |
| Kurtosis | 0.8714643016 |
| Mean | 4.882359261 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.324030572 |
| Sum | 2317778 |
| Variance | 2.07686807 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 227792 | 41.6% | |
| 5 | 108268 | 19.8% | |
| 4 | 63001 | 11.5% | |
| 3 | 32609 | 5.9% | |
| 1 | 26255 | 4.8% | |
| 2 | 16800 | 3.1% | |
| (Missing) | 73402 | 13.4% |
| Value | Count | Frequency (%) | |
| 1 | 26255 | 4.8% | |
| 2 | 16800 | 3.1% | |
| 3 | 32609 | 5.9% | |
| 4 | 63001 | 11.5% | |
| 5 | 108268 | 19.8% |
| Value | Count | Frequency (%) | |
| 6 | 227792 | 41.6% | |
| 5 | 108268 | 19.8% | |
| 4 | 63001 | 11.5% | |
| 3 | 32609 | 5.9% | |
| 2 | 16800 | 3.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 103707 |
| Missing (%) | 18.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.87600018 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.476631037 |
|---|---|
| Coefficient of variation (CV) | 0.3028365428 |
| Kurtosis | 0.8347281017 |
| Mean | 4.87600018 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.337890969 |
| Sum | 2166992 |
| Variance | 2.18043922 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 217490 | 39.7% | |
| 5 | 97976 | 17.9% | |
| 4 | 56584 | 10.3% | |
| 3 | 29065 | 5.3% | |
| 1 | 27969 | 5.1% | |
| 2 | 15336 | 2.8% | |
| (Missing) | 103707 | 18.9% |
| Value | Count | Frequency (%) | |
| 1 | 27969 | 5.1% | |
| 2 | 15336 | 2.8% | |
| 3 | 29065 | 5.3% | |
| 4 | 56584 | 10.3% | |
| 5 | 97976 | 17.9% |
| Value | Count | Frequency (%) | |
| 6 | 217490 | 39.7% | |
| 5 | 97976 | 17.9% | |
| 4 | 56584 | 10.3% | |
| 3 | 29065 | 5.3% | |
| 2 | 15336 | 2.8% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 110692 |
| Missing (%) | 20.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.895943397 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.460392364 |
|---|---|
| Coefficient of variation (CV) | 0.2982862026 |
| Kurtosis | 0.9515435191 |
| Mean | 4.895943397 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.368072719 |
| Sum | 2141657 |
| Variance | 2.132745858 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 215262 | 39.3% | |
| 5 | 97998 | 17.9% | |
| 4 | 55116 | 10.1% | |
| 3 | 28177 | 5.1% | |
| 1 | 26664 | 4.9% | |
| 2 | 14218 | 2.6% | |
| (Missing) | 110692 | 20.2% |
| Value | Count | Frequency (%) | |
| 1 | 26664 | 4.9% | |
| 2 | 14218 | 2.6% | |
| 3 | 28177 | 5.1% | |
| 4 | 55116 | 10.1% | |
| 5 | 97998 | 17.9% |
| Value | Count | Frequency (%) | |
| 6 | 215262 | 39.3% | |
| 5 | 97998 | 17.9% | |
| 4 | 55116 | 10.1% | |
| 3 | 28177 | 5.1% | |
| 2 | 14218 | 2.6% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 80579 |
| Missing (%) | 14.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.931775989 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.434927949 |
|---|---|
| Coefficient of variation (CV) | 0.2909556216 |
| Kurtosis | 1.109656322 |
| Mean | 4.931775989 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.409659801 |
| Sum | 2305842 |
| Variance | 2.059018217 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 234542 | 42.8% | |
| 5 | 104633 | 19.1% | |
| 4 | 57901 | 10.6% | |
| 3 | 29156 | 5.3% | |
| 1 | 26279 | 4.8% | |
| 2 | 15037 | 2.7% | |
| (Missing) | 80579 | 14.7% |
| Value | Count | Frequency (%) | |
| 1 | 26279 | 4.8% | |
| 2 | 15037 | 2.7% | |
| 3 | 29156 | 5.3% | |
| 4 | 57901 | 10.6% | |
| 5 | 104633 | 19.1% |
| Value | Count | Frequency (%) | |
| 6 | 234542 | 42.8% | |
| 5 | 104633 | 19.1% | |
| 4 | 57901 | 10.6% | |
| 3 | 29156 | 5.3% | |
| 2 | 15037 | 2.7% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 103082 |
| Missing (%) | 18.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.943457403 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.519777877 |
|---|---|
| Coefficient of variation (CV) | 0.3074321782 |
| Kurtosis | 1.067406914 |
| Mean | 4.943457403 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.466883427 |
| Sum | 2200061 |
| Variance | 2.309724796 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 240663 | 43.9% | |
| 5 | 87716 | 16.0% | |
| 4 | 46664 | 8.5% | |
| 1 | 33111 | 6.0% | |
| 3 | 23954 | 4.4% | |
| 2 | 12937 | 2.4% | |
| (Missing) | 103082 | 18.8% |
| Value | Count | Frequency (%) | |
| 1 | 33111 | 6.0% | |
| 2 | 12937 | 2.4% | |
| 3 | 23954 | 4.4% | |
| 4 | 46664 | 8.5% | |
| 5 | 87716 | 16.0% |
| Value | Count | Frequency (%) | |
| 6 | 240663 | 43.9% | |
| 5 | 87716 | 16.0% | |
| 4 | 46664 | 8.5% | |
| 3 | 23954 | 4.4% | |
| 2 | 12937 | 2.4% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 80283 |
| Missing (%) | 14.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.922572481 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.488733493 |
|---|---|
| Coefficient of variation (CV) | 0.3024299791 |
| Kurtosis | 0.8640140357 |
| Mean | 4.922572481 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.376231049 |
| Sum | 2302996 |
| Variance | 2.216327412 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 6 | 246198 | 44.9% | |
| 5 | 90954 | 16.6% | |
| 4 | 53908 | 9.8% | |
| 3 | 30701 | 5.6% | |
| 1 | 28863 | 5.3% | |
| 2 | 17220 | 3.1% | |
| (Missing) | 80283 | 14.6% |
| Value | Count | Frequency (%) | |
| 1 | 28863 | 5.3% | |
| 2 | 17220 | 3.1% | |
| 3 | 30701 | 5.6% | |
| 4 | 53908 | 9.8% | |
| 5 | 90954 | 16.6% |
| Value | Count | Frequency (%) | |
| 6 | 246198 | 44.9% | |
| 5 | 90954 | 16.6% | |
| 4 | 53908 | 9.8% | |
| 3 | 30701 | 5.6% | |
| 2 | 17220 | 3.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| CODIGO_IES | CATEGORIA_ADMINISTRATIVA_IES | ORGANIZACAO_ACADEMICA_IES | CODIGO_CURSO | MODALIDADE_CURSO | MUNICIPIO_CURSO | UNIDADE_FEDERATIVA_CURSO | REGIAO_CURSO | IDADE_ESTUDANTE | SEXO_ESTUDANTE | ANO_CONCLUSAO_ENS_MEDIO | ANO_INICIO_GRADUACAO | TURNO_CURSO | ESTADO_CIVIL_ESTUDANTE | COR_RACA_ESTUDANTE | ESCOLARIDADE_PAI_ESTUDANTE | ESCOLARIDADE_MAE_ESTUDANTE | RESIDENCIA_ESTUDANTE | COMPANHIA_RESIDENCIA_ESTUDANTE | RENDA_FAMILIA_ESTUDANTE | SITUACAO_FINANCEIRA_ESTUDANTE | SITUACAO_TRABALHO_ESTUDANTE | BOLSA_ESTUDO_ESTUDANTE | AUXILIO_PERMANENCIA_ESTUDANTE | BOLSA_ACADEMICA_ESTUDANTE | ACAO_AFIRMATIVA_ESTUDANTE | UNIDADE_FEDERATIVA_ESC_ENS_MEDIO | CATEGORIA_ESCOLA_ENS_MEDIO | MODALIDADE_ENS_MEDIO | INCENTIVO_CURSO | APOIO_DIFICULDADES_ESTUDANTE | CURSO_SUPERIOR_FAMILIA | HORAS_ESTUDO_SEMANA_ESTUDANTE | MOTIVO_ESCOLHA_CURSO | MOTIVO_ESCOLHA_IES | RELACAO_PROFESSOR_ALUNO | DEDICACAO_ESTUDOS | UTILIZACAO_TICS | QTDE_FUNCIONARIOS_IES | PESSOAL_APOIO_IES | INFRAESTRUTURA_SALAS_IES | RECURSOS_AULAS_PRATICAS | LOCAIS_AULAS_PRATICAS | RECURSOS_BIBLIOTECA_IES | BIBLIOTECA_VIRTUAL | INFRAESTRUTURA_GERAL_IES | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1356 | 10003 | 10020 | 47116 | 1 | 3546603 | 35 | 3 | 22 | M | 2013 | 2015.0 | 4.0 | A | D | D | D | B | E | C | B | A | H | A | D | A | 50.0 | A | A | B | I | A | B | C | NaN | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 5.0 |
| 1 | 1356 | 10003 | 10020 | 47116 | 1 | 3546603 | 35 | 3 | 49 | F | 1988 | 2015.0 | 4.0 | B | A | B | B | C | D | D | E | E | H | A | D | A | 35.0 | A | C | C | H | A | C | A | NaN | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 |
| 2 | 1356 | 10003 | 10020 | 47116 | 1 | 3546603 | 35 | 3 | 23 | M | 2013 | 2015.0 | 4.0 | A | A | D | D | B | E | E | D | E | H | A | B | A | 35.0 | A | A | B | A | B | D | C | NaN | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 5.0 |
| 3 | 1356 | 10003 | 10020 | 47116 | 1 | 3546603 | 35 | 3 | 25 | M | 2011 | 2015.0 | 4.0 | A | A | D | D | B | D | D | D | A | H | A | B | A | 35.0 | A | A | B | A | A | E | A | C | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 5.0 | 6.0 | 6.0 | 4.0 |
| 4 | 1356 | 10003 | 10020 | 47116 | 1 | 3546603 | 35 | 3 | 22 | F | 2014 | 2015.0 | 4.0 | A | B | C | C | B | D | E | D | A | H | A | A | A | 35.0 | A | A | B | H | B | B | A | NaN | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 |
| 5 | 1356 | 10003 | 10020 | 47116 | 1 | 3546603 | 35 | 3 | 22 | M | 2014 | 2015.0 | 4.0 | A | A | D | D | A | A | F | C | E | H | A | A | A | 35.0 | A | A | B | F | B | C | B | NaN | 6.0 | 6.0 | 6.0 | 6.0 | 5.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 5.0 |
| 6 | 1356 | 10003 | 10020 | 47116 | 1 | 3546603 | 35 | 3 | 22 | M | 2014 | 2015.0 | 4.0 | A | A | D | F | B | D | E | D | E | H | A | B | A | 35.0 | A | A | B | H | A | D | C | NaN | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 |
| 7 | 1356 | 10003 | 10020 | 47116 | 1 | 3546603 | 35 | 3 | 22 | F | 2014 | 2015.0 | 4.0 | A | A | D | D | B | D | C | C | A | H | A | B | A | 35.0 | A | A | B | I | B | C | E | NaN | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 |
| 8 | 1356 | 10003 | 10020 | 47116 | 1 | 3546603 | 35 | 3 | 25 | M | 2011 | 2015.0 | 4.0 | A | A | C | C | B | E | B | E | E | G | A | A | A | 35.0 | A | A | B | C | A | C | C | NaN | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 |
| 9 | 1356 | 10003 | 10020 | 47116 | 1 | 3546603 | 35 | 3 | 21 | F | 2014 | 2015.0 | 4.0 | A | D | C | C | B | E | C | B | A | H | A | D | A | 35.0 | A | A | B | H | B | D | A | NaN | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 |
Last rows
| CODIGO_IES | CATEGORIA_ADMINISTRATIVA_IES | ORGANIZACAO_ACADEMICA_IES | CODIGO_CURSO | MODALIDADE_CURSO | MUNICIPIO_CURSO | UNIDADE_FEDERATIVA_CURSO | REGIAO_CURSO | IDADE_ESTUDANTE | SEXO_ESTUDANTE | ANO_CONCLUSAO_ENS_MEDIO | ANO_INICIO_GRADUACAO | TURNO_CURSO | ESTADO_CIVIL_ESTUDANTE | COR_RACA_ESTUDANTE | ESCOLARIDADE_PAI_ESTUDANTE | ESCOLARIDADE_MAE_ESTUDANTE | RESIDENCIA_ESTUDANTE | COMPANHIA_RESIDENCIA_ESTUDANTE | RENDA_FAMILIA_ESTUDANTE | SITUACAO_FINANCEIRA_ESTUDANTE | SITUACAO_TRABALHO_ESTUDANTE | BOLSA_ESTUDO_ESTUDANTE | AUXILIO_PERMANENCIA_ESTUDANTE | BOLSA_ACADEMICA_ESTUDANTE | ACAO_AFIRMATIVA_ESTUDANTE | UNIDADE_FEDERATIVA_ESC_ENS_MEDIO | CATEGORIA_ESCOLA_ENS_MEDIO | MODALIDADE_ENS_MEDIO | INCENTIVO_CURSO | APOIO_DIFICULDADES_ESTUDANTE | CURSO_SUPERIOR_FAMILIA | HORAS_ESTUDO_SEMANA_ESTUDANTE | MOTIVO_ESCOLHA_CURSO | MOTIVO_ESCOLHA_IES | RELACAO_PROFESSOR_ALUNO | DEDICACAO_ESTUDOS | UTILIZACAO_TICS | QTDE_FUNCIONARIOS_IES | PESSOAL_APOIO_IES | INFRAESTRUTURA_SALAS_IES | RECURSOS_AULAS_PRATICAS | LOCAIS_AULAS_PRATICAS | RECURSOS_BIBLIOTECA_IES | BIBLIOTECA_VIRTUAL | INFRAESTRUTURA_GERAL_IES | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 548117 | 322 | 10005 | 10028 | 69846 | 1 | 3550308 | 35 | 3 | 28 | F | 2009 | 2012.0 | 4.0 | A | A | E | C | B | F | F | B | B | B | A | A | A | 35.0 | A | A | B | A | A | C | A | NaN | 5.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 |
| 548118 | 322 | 10005 | 10028 | 69846 | 1 | 3550308 | 35 | 3 | 30 | F | 2011 | 2012.0 | 4.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 548119 | 322 | 10005 | 10028 | 69846 | 1 | 3550308 | 35 | 3 | 24 | F | 2012 | 2013.0 | 4.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 548120 | 322 | 10005 | 10028 | 69846 | 1 | 3550308 | 35 | 3 | 27 | F | 2008 | 2014.0 | 1.0 | A | A | B | B | B | C | B | B | A | E | A | A | E | 35.0 | A | A | B | C | B | C | A | NaN | 4.0 | 6.0 | 6.0 | 6.0 | NaN | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 |
| 548121 | 322 | 10005 | 10028 | 69846 | 1 | 3550308 | 35 | 3 | 23 | M | 2013 | 2014.0 | 1.0 | A | B | F | E | B | E | B | B | A | H | A | A | A | 35.0 | A | A | B | A | A | A | A | NaN | 4.0 | 4.0 | 4.0 | 5.0 | 4.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2.0 | 6.0 |
| 548122 | 1723 | 10008 | 10022 | 1105114 | 1 | 3547809 | 35 | 3 | 23 | M | 2013 | 2014.0 | 4.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 548123 | 1201 | 10005 | 10022 | 50787 | 1 | 3144805 | 31 | 3 | 29 | M | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 548124 | 1201 | 10005 | 10022 | 18795 | 1 | 3144805 | 31 | 3 | 31 | M | 0 | NaN | NaN | A | B | B | B | B | H | C | E | E | B | A | A | A | 31.0 | A | A | F | G | B | D | A | NaN | 5.0 | 6.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 |
| 548125 | 1201 | 10005 | 10022 | 50787 | 1 | 3144805 | 31 | 3 | 30 | M | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 548126 | 1201 | 10005 | 10022 | 50787 | 1 | 3144805 | 31 | 3 | 28 | F | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
Most frequent
| CODIGO_IES | CATEGORIA_ADMINISTRATIVA_IES | ORGANIZACAO_ACADEMICA_IES | CODIGO_CURSO | MODALIDADE_CURSO | MUNICIPIO_CURSO | UNIDADE_FEDERATIVA_CURSO | REGIAO_CURSO | IDADE_ESTUDANTE | SEXO_ESTUDANTE | ANO_CONCLUSAO_ENS_MEDIO | ANO_INICIO_GRADUACAO | TURNO_CURSO | ESTADO_CIVIL_ESTUDANTE | COR_RACA_ESTUDANTE | ESCOLARIDADE_PAI_ESTUDANTE | ESCOLARIDADE_MAE_ESTUDANTE | RESIDENCIA_ESTUDANTE | COMPANHIA_RESIDENCIA_ESTUDANTE | RENDA_FAMILIA_ESTUDANTE | SITUACAO_FINANCEIRA_ESTUDANTE | SITUACAO_TRABALHO_ESTUDANTE | BOLSA_ESTUDO_ESTUDANTE | AUXILIO_PERMANENCIA_ESTUDANTE | BOLSA_ACADEMICA_ESTUDANTE | ACAO_AFIRMATIVA_ESTUDANTE | UNIDADE_FEDERATIVA_ESC_ENS_MEDIO | CATEGORIA_ESCOLA_ENS_MEDIO | MODALIDADE_ENS_MEDIO | INCENTIVO_CURSO | APOIO_DIFICULDADES_ESTUDANTE | CURSO_SUPERIOR_FAMILIA | HORAS_ESTUDO_SEMANA_ESTUDANTE | MOTIVO_ESCOLHA_CURSO | MOTIVO_ESCOLHA_IES | RELACAO_PROFESSOR_ALUNO | DEDICACAO_ESTUDOS | UTILIZACAO_TICS | QTDE_FUNCIONARIOS_IES | PESSOAL_APOIO_IES | INFRAESTRUTURA_SALAS_IES | RECURSOS_AULAS_PRATICAS | LOCAIS_AULAS_PRATICAS | RECURSOS_BIBLIOTECA_IES | BIBLIOTECA_VIRTUAL | INFRAESTRUTURA_GERAL_IES | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 310 | 374 | 118 | 10020 | 7942 | 1 | 3550308 | 35 | 3 | 23 | F | 2013 | 2014.0 | 4.0 | A | A | A | A | A | A | A | A | A | A | A | A | A | 12.0 | A | A | A | A | A | A | A | A | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 48 |
| 305 | 374 | 118 | 10020 | 7942 | 1 | 3550308 | 35 | 3 | 22 | F | 2013 | 2014.0 | 4.0 | A | A | A | A | A | A | A | A | A | A | A | A | A | 12.0 | A | A | A | A | A | A | A | A | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 26 |
| 309 | 374 | 118 | 10020 | 7942 | 1 | 3550308 | 35 | 3 | 23 | F | 2013 | 2014.0 | 1.0 | A | A | A | A | A | A | A | A | A | A | A | A | A | 12.0 | A | A | A | A | A | A | A | A | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 26 |
| 265 | 374 | 118 | 10020 | 7940 | 1 | 3550308 | 35 | 3 | 23 | F | 2013 | 2014.0 | 4.0 | A | A | A | A | A | A | A | A | A | A | A | A | A | 12.0 | A | A | A | A | A | A | A | A | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 22 |
| 319 | 374 | 118 | 10020 | 7942 | 1 | 3550308 | 35 | 3 | 24 | F | 2012 | 2014.0 | 4.0 | A | A | A | A | A | A | A | A | A | A | A | A | A | 12.0 | A | A | A | A | A | A | A | A | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 22 |
| 264 | 374 | 118 | 10020 | 7940 | 1 | 3550308 | 35 | 3 | 23 | F | 2013 | 2014.0 | 1.0 | A | A | A | A | A | A | A | A | A | A | A | A | A | 12.0 | A | A | A | A | A | A | A | A | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 20 |
| 304 | 374 | 118 | 10020 | 7942 | 1 | 3550308 | 35 | 3 | 22 | F | 2013 | 2014.0 | 1.0 | A | A | A | A | A | A | A | A | A | A | A | A | A | 12.0 | A | A | A | A | A | A | A | A | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 17 |
| 113 | 151 | 10008 | 10022 | 32885 | 1 | 3550308 | 35 | 3 | 23 | M | 2013 | 2014.0 | 3.0 | A | A | A | A | A | A | A | A | A | A | A | A | A | 12.0 | A | A | A | A | A | A | A | A | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 16 |
| 259 | 374 | 118 | 10020 | 7940 | 1 | 3550308 | 35 | 3 | 22 | F | 2013 | 2014.0 | 4.0 | A | A | A | A | A | A | A | A | A | A | A | A | A | 12.0 | A | A | A | A | A | A | A | A | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 16 |
| 270 | 374 | 118 | 10020 | 7940 | 1 | 3550308 | 35 | 3 | 23 | M | 2013 | 2014.0 | 4.0 | A | A | A | A | A | A | A | A | A | A | A | A | A | 12.0 | A | A | A | A | A | A | A | A | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 16 |